{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import pandas\n",
    "from PIL import Image\n",
    "import glob\n",
    "import os, os.path\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "from skimage import data, img_as_float\n",
    "from skimage import exposure \n",
    "from tqdm.notebook import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# images_path = \"/home/fuzzy/Big_Data/data/train/images/\"\n",
    "# images_path_save = \"/home/fuzzy/Big_Data/data/train/split/\"\n",
    "\n",
    "\n",
    "# images_path = \"/home/fuzzy/Big_Data/data/validation/val/images\"\n",
    "# images_path_save = \"/home/fuzzy/Big_Data/data/validation/val/split\"\n",
    "\n",
    "images_path = \"/home/fuzzy/bigdata/test1/images\"\n",
    "images_path_save = \"/home/fuzzy/bigdata/test1/nm\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/fuzzy/bigdata/test1/nm/Czech_002466.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_008362.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_012110.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_006245.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_004995.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_003230.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_004755.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_000834.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_009716.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_001317.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000047.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_010271.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_012146.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_008360.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000482.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_002928.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_011827.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_007392.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_012457.jpg\n",
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      "/home/fuzzy/bigdata/test1/nm/Japan_000938.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_002812.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_005456.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_002769.jpg\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "/home/fuzzy/bigdata/test1/nm/Japan_006056.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_007098.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_005415.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_010966.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_008225.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_009688.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_002848.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_001781.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_012445.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_001346.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_006998.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_011732.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_006422.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_003235.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_008430.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000342.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_010993.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_000084.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_001639.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000715.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_007597.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_002194.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_003516.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_013079.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_006940.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_000398.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_002718.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_007115.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_000096.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_001986.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_008552.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_002310.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_003481.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_001937.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_007894.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_003035.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_007868.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_003860.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_010579.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000057.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_001703.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000928.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_003020.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_000094.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000853.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_009862.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_011613.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_000975.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_003200.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000747.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000543.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_007838.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_004796.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_012591.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_008882.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_001002.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_001213.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_005327.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_001220.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_000982.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/India_009019.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_000837.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Czech_002378.jpg\n",
      "/home/fuzzy/bigdata/test1/nm/Japan_012799.jpg\n"
     ]
    }
   ],
   "source": [
    "# print(os.path.join(img_path +  img.iloc[0, 0]))\n",
    "for filename in tqdm(os.listdir(images_path)):\n",
    "#     print(filename)\n",
    "    if filename.endswith(\".jpg\"):\n",
    "        img = cv2.imread(os.path.join(images_path,filename))\n",
    "        img_crop_rgb = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "        img_adapteq = exposure.equalize_adapthist(img_crop_rgb, clip_limit=0.01)\n",
    "        out_file = (os.path.join(images_path_save , str(filename[0:-4]) + '.jpg'))\n",
    "#         print(out_file)\n",
    "        img_adapteq = cv2.convertScaleAbs(img_adapteq, alpha=(255.0))\n",
    "        img_adapteq = cv2.cvtColor(img_adapteq, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "        cv2.imwrite(out_file, img_adapteq)\n",
    "\n",
    "      \n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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